• DocumentCode
    3730470
  • Title

    Metric learning for image steganalysis

  • Author

    Guoming Chen; Qiang Chen; Dong Zhang

  • Author_Institution
    Department of Computer Science, Guangdong University of Education, 510303, China
  • fYear
    2015
  • Firstpage
    898
  • Lastpage
    902
  • Abstract
    Image steganalysis based on supervised distance metric learning is to find an appropriate measure of similarity between image features where the distribution discrepancy between cover-images and stego-images are analyzed in the reduced dimensional space. Our approach is novel in that it combines the merits of weight metric learning and image distribution analysis in reduced dimension space. By this learning metrics, we exploit a new steganalysis metric to discriminate stego-images from clean images. The experiment results show the effectiveness of the propose approach for some data hiding method.
  • Keywords
    "Measurement","Signal processing algorithms","Image reconstruction","Training","Manifolds","Laplace equations","Support vector machines"
  • Publisher
    ieee
  • Conference_Titel
    Fuzzy Systems and Knowledge Discovery (FSKD), 2015 12th International Conference on
  • Type

    conf

  • DOI
    10.1109/FSKD.2015.7382062
  • Filename
    7382062